White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), All pseudo-absence/background points, Cropped to 750 m isobath, all covariates (u and v become vel_mag) and seals, evaluated using area under the receiver operator curve (roc_auc)
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9588299 | 0.9630200 | 0.9965173 | 0.9652937 |
| bt | 0.9523294 | 0.8244114 | 0.9924974 | 0.9531918 |
| maxnet | 0.6424702 | 0.9281867 | 0.7949190 | 0.4863167 |
| gam | NA | NA | 0.8140467 | NA |
| glm | NA | NA | 0.7398959 | NA |
Variable Importance
